{"id":"https://openalex.org/W2916991310","doi":"https://doi.org/10.1145/3316781.3317781","title":"autoAx","display_name":"autoAx","publication_year":2019,"publication_date":"2019-05-23","ids":{"openalex":"https://openalex.org/W2916991310","doi":"https://doi.org/10.1145/3316781.3317781","mag":"2916991310"},"language":"en","primary_location":{"id":"doi:10.1145/3316781.3317781","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3316781.3317781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 56th Annual Design Automation Conference 2019","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1902.10807","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Vojtech Mrazek","orcid":null},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]},{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT","CZ"],"is_corresponding":true,"raw_author_name":"Vojtech Mrazek","raw_affiliation_strings":["IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic and Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria"],"affiliations":[{"raw_affiliation_string":"IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic and Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria","institution_ids":["https://openalex.org/I60587646","https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Muhammad Abdullah Hanif","orcid":null},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Muhammad Abdullah Hanif","raw_affiliation_strings":["Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zdenek Vasicek","orcid":null},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Zdenek Vasicek","raw_affiliation_strings":["IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic"],"affiliations":[{"raw_affiliation_string":"IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lukas Sekanina","orcid":null},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lukas Sekanina","raw_affiliation_strings":["IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic"],"affiliations":[{"raw_affiliation_string":"IT4Innovations Centre of Excellence, Brno University of Technology, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":null,"display_name":"Muhammad Shafique","orcid":null},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Muhammad Shafique","raw_affiliation_strings":["Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Engineering, Vienna University of Technology (TU Wien), Austria","institution_ids":["https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145847075","https://openalex.org/I60587646"],"apc_list":null,"apc_paid":null,"fwci":4.4779,"has_fulltext":false,"cited_by_count":69,"citation_normalized_percentile":{"value":0.95101929,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10363","display_name":"Low-power high-performance VLSI design","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10363","display_name":"Low-power high-performance VLSI design","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10323","display_name":"Analog and Mixed-Signal Circuit Design","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.5773000121116638},{"id":"https://openalex.org/keywords/sobel-operator","display_name":"Sobel operator","score":0.5526000261306763},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5232999920845032},{"id":"https://openalex.org/keywords/electronic-circuit","display_name":"Electronic circuit","score":0.5175999999046326},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5009999871253967},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.424699991941452},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.39590001106262207}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6800000071525574},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.5773000121116638},{"id":"https://openalex.org/C30703548","wikidata":"https://www.wikidata.org/wiki/Q1757673","display_name":"Sobel operator","level":5,"score":0.5526000261306763},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5232999920845032},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.5175999999046326},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5009999871253967},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.426800012588501},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.424699991941452},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.39590001106262207},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34709998965263367},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3158000111579895},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.31220000982284546},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.3086000084877014},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C190560348","wikidata":"https://www.wikidata.org/wiki/Q3245116","display_name":"Circuit design","level":2,"score":0.2775999903678894},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C202491316","wikidata":"https://www.wikidata.org/wiki/Q272683","display_name":"Instruction set","level":2,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3316781.3317781","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3316781.3317781","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 56th Annual Design Automation Conference 2019","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1902.10807","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1902.10807","pdf_url":"https://arxiv.org/pdf/1902.10807","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1902.10807","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1902.10807","pdf_url":"https://arxiv.org/pdf/1902.10807","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1986192284","https://openalex.org/W1996431812","https://openalex.org/W2034581485","https://openalex.org/W2035378788","https://openalex.org/W2135089667","https://openalex.org/W2515531880","https://openalex.org/W2535375934","https://openalex.org/W2626550242","https://openalex.org/W2626986277","https://openalex.org/W2742536119","https://openalex.org/W2889669826","https://openalex.org/W2890409005","https://openalex.org/W2898200251"],"related_works":[],"abstract_inverted_index":{"Approximate":[0],"computing":[1,10],"is":[2,54,79],"an":[3,58,69,117],"emerging":[4],"paradigm":[5],"for":[6,48,68,99,120,194],"developing":[7],"highly":[8,216],"energy-efficient":[9],"systems":[11],"such":[12],"as":[13],"various":[14],"accelerators.":[15,36],"In":[16],"the":[17,31,65,104,132,143,156,160,179,207,228],"literature,":[18],"many":[19],"libraries":[20,39,87,114],"of":[21,34,45,61,72,112,146,165,181,197,203],"elementary":[22],"approximate":[23,35,46,62,91,107,118,166,195],"circuits":[24,63,84,108],"have":[25],"already":[26],"been":[27],"proposed":[28,208],"to":[29,43,56,81,88,115,138,212],"simplify":[30],"design":[32,127],"process":[33],"Because":[37],"these":[38,86],"contain":[40],"from":[41,85,109,219],"tens":[42],"thousands":[44],"implementations":[47,196,218],"a":[49,73,96,110,121,169,188,198,224,236],"single":[50],"arithmetic":[51,205],"operation":[52],"it":[53],"intractable":[55],"find":[57],"optimal":[59],"combination":[60],"in":[64,223],"library":[66],"even":[67],"application":[70],"consisting":[71,202],"few":[74,225],"operations.":[75],"An":[76],"open":[77],"problem":[78],"\"how":[80],"effectively":[82],"combine":[83],"construct":[89,163],"complex":[90],"accelerators\".":[92],"This":[93],"paper":[94],"proposes":[95],"novel":[97],"methodology":[98,133],"searching,":[100],"selecting":[101],"and":[102,130,148,183,186],"combining":[103],"most":[105],"suitable":[106],"set":[111],"available":[113],"generate":[116],"accelerator":[119,157],"given":[122],"application.":[123],"To":[124],"enable":[125],"fast":[126],"space":[128],"generation":[129],"exploration,":[131],"utilizes":[134],"machine":[135],"learning":[136],"techniques":[137],"create":[139],"computational":[140],"models":[141],"estimating":[142],"overall":[144],"quality":[145,180],"processing":[147,182],"hardware":[149,184],"cost":[150,185],"without":[151],"performing":[152],"full":[153],"synthesis":[154],"at":[155],"level.":[158],"Using":[159],"methodology,":[161],"we":[162],"hundreds":[164],"accelerators":[167],"(for":[168],"Sobel":[170],"edge":[171],"detector)":[172],"showing":[173],"different":[174],"but":[175],"relevant":[176,217],"tradeoffs":[177],"between":[178],"identify":[187,213],"corresponding":[189],"Pareto-frontier.":[190],"Furthermore,":[191],"when":[192],"searching":[193],"generic":[199],"Gaussian":[200],"filter":[201],"17":[204],"operations,":[206],"approach":[209],"allows":[210],"us":[211],"approximately":[214],"103":[215],"1023":[220],"possible":[221],"solutions":[222],"hours,":[226],"while":[227],"exhaustive":[229],"search":[230],"would":[231],"take":[232],"four":[233],"months":[234],"on":[235],"high-end":[237],"processor.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2019-03-02T00:00:00"}